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Cluster Heat Bath Monte Carlo Method of Complicated Spin Systems

Research Project

Project/Area Number 10640361
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeSingle-year Grants
Section一般
Research Field 物性一般(含基礎論)
Research InstitutionIWATE UNIVERSITY

Principal Investigator

SHIRAKARA Takayuki  Iwate University, Department of humanities and Social Sciences, Associate Professor, 人文社会科学部, 助教授 (90187534)

Co-Investigator(Kenkyū-buntansha) MATSUBARA Fumitaka  Tohoku University, Department of Applied Physics, Professor, 工学部, 教授 (90124627)
SHINDO Koichi  Iwate University, Department of humanities and Social Sciences, Professor, 人文社会科学部, 教授 (10004384)
Project Period (FY) 1998 – 1999
Project Status Completed (Fiscal Year 1999)
Budget Amount *help
¥2,300,000 (Direct Cost: ¥2,300,000)
Fiscal Year 1999: ¥900,000 (Direct Cost: ¥900,000)
Fiscal Year 1998: ¥1,400,000 (Direct Cost: ¥1,400,000)
Keywordsspin glass / Monte Carlo Method / Random spin system / effective algorithm / Complicated spin system / Neasal Network / ANNNI model / frustsation / モンテカルロシミュレーション
Research Abstract

The cluster heat bath (CHB) method, which was devised in the study of quasi-one dimensional spin systems, can also become an effective method for complicated spin systems with frustrations. Then in this research, the CHB method has been applied for spin glass models and the ANNNI model, and the following results have been obtained.
1. Ising spin glasses (SG) in two dimensions
In this case we have obtained numerical results that show a SG transition at a finite temperature in the 【plus-minus】J model and at zero temperature in the Gaussian model. Clear differences between these two models have been observed in the following quantities; (1) the size dependence of defect free energies at low temperatures, (2) the size dependence of the Binder parameter of spin freezing and (3) the finite size scaling of physical quantities.
2. Heisenberg spin glasses in two and three dimensions
It has been believed for the Heisenberg SG that the SG phase is not realized at finite temperatures even in three dim … More ensions. One of the evidences is a decrease of the defect energy with an increase of the system size. We have seen from the study of the Ising SG, however, that values of the defect energy strongly depend on its definition. Here we have investigated an increase of the energy when the ground state is twisted around some axis, which is supposed to be a natural definition of the defect energy in the Heisenberg model. Stiffness exponents obtained in this method are much larger than the previous values, but rather similar to those of the pure ferromagnetic models.
3. The ANNNI model in two dimensions
In this model, though it was shown that there are two transition temperatures the values and properties of those were not obvious, due to the difficulty of the numerical methods. By means of the CHB method, it has been shown that the transitions at high and low temperatures belong to the Kosterlitz-Thouless type and the Pokrovsky-Talapov type, respectively.
4. Neural networks for the associate memory
We have applied a learning-unlearning process to the Hopfield model with hierarchically structured information, and showed that large improvements of the memory capacity and so on are realized. Less

Report

(3 results)
  • 1999 Annual Research Report   Final Research Report Summary
  • 1998 Annual Research Report
  • Research Products

    (14 results)

All Other

All Publications (14 results)

  • [Publications] F.Matsubara: "Defect Energy with Conjugate Boundry Conditions in Spin-Glass Models in Two Dimensions"Physical Review B. 58. R11821-R11824 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] A.Sato: "Equilibrium properties of an axial next-nearest-neighbor lising model in two dimensions"Physical Review B. 60. 10316-10324 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T.Shirakura: "Neural Networks with Hierarchically Strustured Information and its Unlearning Effects"Proceedings of International Workshop on Soft Computing in Industry '99 (IWSCI'99). 121-124 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] F.Matsubara: "Cluster Heat Bath Algoristhm in Monte Carlo Simulation"Journal of the Physical Society of Japan. (印刷中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T. Shirakura: "Neural Networks with Hierarchically Structured Information and its Unlearning Effect"WSC4(Springer Verlag). (印刷中).

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] F.Matsubara: "Defect Energy with Conjugate Boundary Conditions in Spin-Glass Models in Two Dimensions"Physical Review B. 58. R11821-R11824 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] A.Sato: "Equilibrium properties of an axial next-nearestneighbor lsing model in two dimensions"Physical Review B. 60. 10316-10324 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T.shirakura: "Neural networks with Hierarchically Strucyured Information and its Unlearning Effects"Proceedings of International Workshop on soft Computing in Industry '99 (IWSCI '99). 121-124 (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] F.Matsubara: "Cluster Heat Bath Algorithm in Monte Carlo Simulation"Journal of the Physical Society of Japan. in press.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T.Shirakura: "Neural Networks with Hierarchically Structured Information and its Unlearning Effect"WSC4 (Springer Verlag). in press.

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1999 Final Research Report Summary
  • [Publications] T. Shirakura: "Neural Networks with Hierarchically Structured Information and its Unlearning Effects"Proceedings of International Workshop on Soft Computing in Industry '99 (IWSCI '99). 121-124 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] A. Sato: "Equilibrium properties of an axial next-nearest-neighbor Ising model in two dimensions"Physical Review B. 60-14. 10316-10324 (1999)

    • Related Report
      1999 Annual Research Report
  • [Publications] T. Shirakura: "Neural Networks with Hierarchically Structured Information and its Unlearning Effect"WSC4 (Springer Verlag). (印刷中).

    • Related Report
      1999 Annual Research Report
  • [Publications] F.Matsubara: "Defect energy with conjugate boundary conditions in spin-glass models" Physical Review B. 58・18. R11821-R11824 (1998)

    • Related Report
      1998 Annual Research Report

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Published: 1998-04-01   Modified: 2016-04-21  

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